SlideShare una empresa de Scribd logo
1 de 2
Descargar para leer sin conexión
Predicting	
  modeling	
  for	
  archeological	
  sites	
  location:	
  
comparing	
  logistic	
  regression	
  and	
  Maxent	
  in	
  north	
  Israel	
  
and	
  North-­‐East	
  China	
  
	
  
Ido Wachtel, Royi Zidon, Shimon Garti
Hebrew University of Jerusalem, idowachtel@gmail.com
In this study we analyze the distribution of archaeological sites, using a new method of maximal
entropy (Maxent). Given the environmental parameters, the model predicts the probability of sites
existence. Such models are important tool for preservation of archaeological sites as they can help
planners avoid areas where site are likely to exist. The models are also used for research purposes,
as an analytic tool to better explain settlement patterns and past human behavior.
The model produces probabilistic values, which can be introduced graphically as a colored maps
or a binary map. We found that the results of the Maxent are much better than the common
prediction model based on logistic regression.
In the present work, we examine the Maxent models with respect to data collected from two
independent areas: The Upper Galilee, Israel and the Fuxin area in northeast China. The model
based on a high-resolution systematical survey of those regions together with high quality satellite
images.
We also compared Maxent models with Logistic regression models for both study areas (Fuxin in
China and Upper Galilee in Israel). The models apply to the same data sets, and it seems that the
Maxent maps give better results, according to several characteristics which are used in the
literature.
	
  
	
  
	
  
	
  
DIGITAL ARCHAEOLOGY:
DATA ACQUISITION METHODS AND PRACTICES
Session organizer: Sveta Matskevich (University of Haifa)
Chair: Avshalom Karasik (Israel Antiquities Authority)
	
  
	
  

Más contenido relacionado

La actualidad más candente

Modified apriori algorithm for frequent pattern mining
Modified apriori algorithm for frequent pattern miningModified apriori algorithm for frequent pattern mining
Modified apriori algorithm for frequent pattern mining
Pritish Yuvraj
 

La actualidad más candente (6)

Sextant: Browsing and Mapping the Ocean of Linked Geospatial Data
Sextant: Browsing and Mapping the Ocean of Linked Geospatial DataSextant: Browsing and Mapping the Ocean of Linked Geospatial Data
Sextant: Browsing and Mapping the Ocean of Linked Geospatial Data
 
thesis's abstact
thesis's abstactthesis's abstact
thesis's abstact
 
Towards a graph of ancient world geographical knowledge
Towards a graph of ancient world geographical knowledgeTowards a graph of ancient world geographical knowledge
Towards a graph of ancient world geographical knowledge
 
Modified apriori algorithm for frequent pattern mining
Modified apriori algorithm for frequent pattern miningModified apriori algorithm for frequent pattern mining
Modified apriori algorithm for frequent pattern mining
 
Space-Time in the Matrix and Uses of Allen Temporal Operators for Stratigraph...
Space-Time in the Matrix and Uses of Allen Temporal Operators for Stratigraph...Space-Time in the Matrix and Uses of Allen Temporal Operators for Stratigraph...
Space-Time in the Matrix and Uses of Allen Temporal Operators for Stratigraph...
 
Eaa2021 476 kecheva_nekhrizov_bulgaria
Eaa2021 476 kecheva_nekhrizov_bulgariaEaa2021 476 kecheva_nekhrizov_bulgaria
Eaa2021 476 kecheva_nekhrizov_bulgaria
 

Destacado

Swot anali̇z1
Swot anali̇z1Swot anali̇z1
Swot anali̇z1
bayanfil8
 

Destacado (14)

E6 natasa sofou_with_platform
E6 natasa sofou_with_platformE6 natasa sofou_with_platform
E6 natasa sofou_with_platform
 
E2 paulo martinez_environmentalhistory
E2 paulo martinez_environmentalhistoryE2 paulo martinez_environmentalhistory
E2 paulo martinez_environmentalhistory
 
SRC-TN Workshop Presentation
SRC-TN Workshop PresentationSRC-TN Workshop Presentation
SRC-TN Workshop Presentation
 
Imran_Resume
Imran_ResumeImran_Resume
Imran_Resume
 
16 tips för ett bra föräldraledarskap i sociala medier
16 tips för ett bra föräldraledarskap i sociala medier16 tips för ett bra föräldraledarskap i sociala medier
16 tips för ett bra föräldraledarskap i sociala medier
 
Pot 2002 syllbus
Pot 2002 syllbusPot 2002 syllbus
Pot 2002 syllbus
 
Portales educativos
Portales educativos Portales educativos
Portales educativos
 
Parthenos Training: Infrastructures - Audience and Communications
Parthenos Training: Infrastructures - Audience and CommunicationsParthenos Training: Infrastructures - Audience and Communications
Parthenos Training: Infrastructures - Audience and Communications
 
G5 orit rosengarten_leonlevy_dl_deadseascrolls
G5 orit rosengarten_leonlevy_dl_deadseascrollsG5 orit rosengarten_leonlevy_dl_deadseascrolls
G5 orit rosengarten_leonlevy_dl_deadseascrolls
 
27 nov16 role_of_tehri_dam_in_increasing_food_production_in_the_command_area...
27 nov16  role_of_tehri_dam_in_increasing_food_production_in_the_command_area...27 nov16  role_of_tehri_dam_in_increasing_food_production_in_the_command_area...
27 nov16 role_of_tehri_dam_in_increasing_food_production_in_the_command_area...
 
Ebru
EbruEbru
Ebru
 
Swot anali̇zi̇
Swot anali̇zi̇Swot anali̇zi̇
Swot anali̇zi̇
 
Swot anali̇z1
Swot anali̇z1Swot anali̇z1
Swot anali̇z1
 
Padlet opetuksessa (KATSO KUVAUKSESTA UUDEN VERSION LINKKI)
Padlet opetuksessa (KATSO KUVAUKSESTA UUDEN VERSION LINKKI)Padlet opetuksessa (KATSO KUVAUKSESTA UUDEN VERSION LINKKI)
Padlet opetuksessa (KATSO KUVAUKSESTA UUDEN VERSION LINKKI)
 

Similar a B2 wachtel zidongarti_archaeology_2016-abstract

IMSM14_report
IMSM14_reportIMSM14_report
IMSM14_report
shrabanti
 
PhD_Thesis_GionaMatasci_2014_wCopyrights
PhD_Thesis_GionaMatasci_2014_wCopyrightsPhD_Thesis_GionaMatasci_2014_wCopyrights
PhD_Thesis_GionaMatasci_2014_wCopyrights
Giona Matasci
 
PhD_Thesis_GionaMatasci_2014_wCopyrights
PhD_Thesis_GionaMatasci_2014_wCopyrightsPhD_Thesis_GionaMatasci_2014_wCopyrights
PhD_Thesis_GionaMatasci_2014_wCopyrights
Giona Matasci
 

Similar a B2 wachtel zidongarti_archaeology_2016-abstract (8)

Mound_paper
Mound_paperMound_paper
Mound_paper
 
Space Tug Rendezvous
Space Tug RendezvousSpace Tug Rendezvous
Space Tug Rendezvous
 
IMSM14_report
IMSM14_reportIMSM14_report
IMSM14_report
 
ExoSGAN and ExoACGAN: Exoplanet Detection using Adversarial Training Algorithms
ExoSGAN and ExoACGAN: Exoplanet Detection using Adversarial Training AlgorithmsExoSGAN and ExoACGAN: Exoplanet Detection using Adversarial Training Algorithms
ExoSGAN and ExoACGAN: Exoplanet Detection using Adversarial Training Algorithms
 
AAG_2011
AAG_2011AAG_2011
AAG_2011
 
ASTRONOMICAL OBJECTS DETECTION IN CELESTIAL BODIES USING COMPUTER VISION ALGO...
ASTRONOMICAL OBJECTS DETECTION IN CELESTIAL BODIES USING COMPUTER VISION ALGO...ASTRONOMICAL OBJECTS DETECTION IN CELESTIAL BODIES USING COMPUTER VISION ALGO...
ASTRONOMICAL OBJECTS DETECTION IN CELESTIAL BODIES USING COMPUTER VISION ALGO...
 
PhD_Thesis_GionaMatasci_2014_wCopyrights
PhD_Thesis_GionaMatasci_2014_wCopyrightsPhD_Thesis_GionaMatasci_2014_wCopyrights
PhD_Thesis_GionaMatasci_2014_wCopyrights
 
PhD_Thesis_GionaMatasci_2014_wCopyrights
PhD_Thesis_GionaMatasci_2014_wCopyrightsPhD_Thesis_GionaMatasci_2014_wCopyrights
PhD_Thesis_GionaMatasci_2014_wCopyrights
 

Más de evaminerva

Más de evaminerva (20)

G14 eyal reuven_nli_theopenlibrary
G14 eyal reuven_nli_theopenlibraryG14 eyal reuven_nli_theopenlibrary
G14 eyal reuven_nli_theopenlibrary
 
G12 susan hazan_roundtableopenaccesjewish
G12 susan hazan_roundtableopenaccesjewishG12 susan hazan_roundtableopenaccesjewish
G12 susan hazan_roundtableopenaccesjewish
 
G12 susan hazan_roundtableopenaccesjewish
G12 susan hazan_roundtableopenaccesjewishG12 susan hazan_roundtableopenaccesjewish
G12 susan hazan_roundtableopenaccesjewish
 
G11 alex valdman_yerushaproject
G11 alex valdman_yerushaprojectG11 alex valdman_yerushaproject
G11 alex valdman_yerushaproject
 
G11 alex valdman_yerushaproject
G11 alex valdman_yerushaprojectG11 alex valdman_yerushaproject
G11 alex valdman_yerushaproject
 
G10 ronit gadish_alexandervainer_hebrewterminology
G10 ronit gadish_alexandervainer_hebrewterminologyG10 ronit gadish_alexandervainer_hebrewterminology
G10 ronit gadish_alexandervainer_hebrewterminology
 
G10 ronit gadish_alexandervainer_hebrewterminology
G10 ronit gadish_alexandervainer_hebrewterminologyG10 ronit gadish_alexandervainer_hebrewterminology
G10 ronit gadish_alexandervainer_hebrewterminology
 
G8 seroussi sprinzak_mappingjewishculture
G8 seroussi sprinzak_mappingjewishcultureG8 seroussi sprinzak_mappingjewishculture
G8 seroussi sprinzak_mappingjewishculture
 
G8 seroussi sprinzak_mappingjewishculture
G8 seroussi sprinzak_mappingjewishcultureG8 seroussi sprinzak_mappingjewishculture
G8 seroussi sprinzak_mappingjewishculture
 
G7 menahem katz_hillelgershuni_textualvariants
G7 menahem katz_hillelgershuni_textualvariantsG7 menahem katz_hillelgershuni_textualvariants
G7 menahem katz_hillelgershuni_textualvariants
 
G7 menahem katz_hillelgershuni_textualvariants
G7 menahem katz_hillelgershuni_textualvariantsG7 menahem katz_hillelgershuni_textualvariants
G7 menahem katz_hillelgershuni_textualvariants
 
G6 jonathan bendovsqe_minerva 2016
G6 jonathan bendovsqe_minerva 2016G6 jonathan bendovsqe_minerva 2016
G6 jonathan bendovsqe_minerva 2016
 
G5 orit rosengarten_leonlevy_dl_deadseascrolls
G5 orit rosengarten_leonlevy_dl_deadseascrollsG5 orit rosengarten_leonlevy_dl_deadseascrolls
G5 orit rosengarten_leonlevy_dl_deadseascrolls
 
G3 stoeck and_hayim_lapin_nextgenerationculturalheritage
G3 stoeck and_hayim_lapin_nextgenerationculturalheritageG3 stoeck and_hayim_lapin_nextgenerationculturalheritage
G3 stoeck and_hayim_lapin_nextgenerationculturalheritage
 
G3 stoeck and_hayim_lapin_nextgenerationculturalheritage
G3 stoeck and_hayim_lapin_nextgenerationculturalheritageG3 stoeck and_hayim_lapin_nextgenerationculturalheritage
G3 stoeck and_hayim_lapin_nextgenerationculturalheritage
 
G2 michale satlow_inscriptionsisraelpalestine
G2 michale satlow_inscriptionsisraelpalestineG2 michale satlow_inscriptionsisraelpalestine
G2 michale satlow_inscriptionsisraelpalestine
 
G2 michale satlow_inscriptionsisraelpalestine
G2 michale satlow_inscriptionsisraelpalestineG2 michale satlow_inscriptionsisraelpalestine
G2 michale satlow_inscriptionsisraelpalestine
 
F3 sigal arieerez_reconnectingpast_evaminerva2016
F3 sigal arieerez_reconnectingpast_evaminerva2016F3 sigal arieerez_reconnectingpast_evaminerva2016
F3 sigal arieerez_reconnectingpast_evaminerva2016
 
F3 sigal arieerez_reconnectingpast_evaminerva2016
F3 sigal arieerez_reconnectingpast_evaminerva2016F3 sigal arieerez_reconnectingpast_evaminerva2016
F3 sigal arieerez_reconnectingpast_evaminerva2016
 
F2 kepa rodriguez_ehri_integration_retrieva_minerva_2016
F2 kepa rodriguez_ehri_integration_retrieva_minerva_2016F2 kepa rodriguez_ehri_integration_retrieva_minerva_2016
F2 kepa rodriguez_ehri_integration_retrieva_minerva_2016
 

Último

1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
QucHHunhnh
 
Gardella_PRCampaignConclusion Pitch Letter
Gardella_PRCampaignConclusion Pitch LetterGardella_PRCampaignConclusion Pitch Letter
Gardella_PRCampaignConclusion Pitch Letter
MateoGardella
 
Making and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdfMaking and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdf
Chris Hunter
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
ciinovamais
 

Último (20)

Web & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfWeb & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdf
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across Sectors
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impact
 
SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...
SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...
SECOND SEMESTER TOPIC COVERAGE SY 2023-2024 Trends, Networks, and Critical Th...
 
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
Ecological Succession. ( ECOSYSTEM, B. Pharmacy, 1st Year, Sem-II, Environmen...
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
 
Gardella_PRCampaignConclusion Pitch Letter
Gardella_PRCampaignConclusion Pitch LetterGardella_PRCampaignConclusion Pitch Letter
Gardella_PRCampaignConclusion Pitch Letter
 
Making and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdfMaking and Justifying Mathematical Decisions.pdf
Making and Justifying Mathematical Decisions.pdf
 
Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdf
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activity
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and Mode
 
PROCESS RECORDING FORMAT.docx
PROCESS      RECORDING        FORMAT.docxPROCESS      RECORDING        FORMAT.docx
PROCESS RECORDING FORMAT.docx
 
Advance Mobile Application Development class 07
Advance Mobile Application Development class 07Advance Mobile Application Development class 07
Advance Mobile Application Development class 07
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
 
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptxINDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..
 
This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 

B2 wachtel zidongarti_archaeology_2016-abstract

  • 1. Predicting  modeling  for  archeological  sites  location:   comparing  logistic  regression  and  Maxent  in  north  Israel   and  North-­‐East  China     Ido Wachtel, Royi Zidon, Shimon Garti Hebrew University of Jerusalem, idowachtel@gmail.com In this study we analyze the distribution of archaeological sites, using a new method of maximal entropy (Maxent). Given the environmental parameters, the model predicts the probability of sites existence. Such models are important tool for preservation of archaeological sites as they can help planners avoid areas where site are likely to exist. The models are also used for research purposes, as an analytic tool to better explain settlement patterns and past human behavior. The model produces probabilistic values, which can be introduced graphically as a colored maps or a binary map. We found that the results of the Maxent are much better than the common prediction model based on logistic regression. In the present work, we examine the Maxent models with respect to data collected from two independent areas: The Upper Galilee, Israel and the Fuxin area in northeast China. The model based on a high-resolution systematical survey of those regions together with high quality satellite images. We also compared Maxent models with Logistic regression models for both study areas (Fuxin in China and Upper Galilee in Israel). The models apply to the same data sets, and it seems that the Maxent maps give better results, according to several characteristics which are used in the literature.        
  • 2. DIGITAL ARCHAEOLOGY: DATA ACQUISITION METHODS AND PRACTICES Session organizer: Sveta Matskevich (University of Haifa) Chair: Avshalom Karasik (Israel Antiquities Authority)